Why ChainoPy? Covers most of the fundamental agorithms for Markov Chain Analysis Memory efficient Model saving Faster than other libraries (eg: 5x Faster than PyDTMC) First Package to contain functions to build equivalent Markov Chain Neural Networks from Markov Chains. Contains Markov Switching Models for Univariate Time Series Analysis